The reason Sinclair could be so confident is because he spent some four months slumming undercover in Chicago and interviewing people before he wrote the book. Many of the horrific episodes are based on real life anecdotes and lore (the story about the Pure Leaf Lard, though possibly fabricated, was actually passed around Chicago's proletariat).